rcantarelli11

triple-memory

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0
# Install this skill:
npx skills add rcantarelli11/shared-skills --skill "triple-memory"

Install specific skill from multi-skill repository

# Description

Complete memory system combining LanceDB auto-recall, Git-Notes structured memory, and file-based workspace search. Use when setting up comprehensive agent memory, when you need persistent context across sessions, or when managing decisions/preferences/tasks with multiple memory backends working together.

# SKILL.md


name: triple-memory
version: 1.0.0
description: Complete memory system combining LanceDB auto-recall, Git-Notes structured memory, and file-based workspace search. Use when setting up comprehensive agent memory, when you need persistent context across sessions, or when managing decisions/preferences/tasks with multiple memory backends working together.
metadata:
clawdbot:
emoji: "🧠"
requires:
plugins:
- memory-lancedb
skills:
- git-notes-memory


Triple Memory System

A comprehensive memory architecture combining three complementary systems for maximum context retention across sessions.

Architecture Overview

User Message
     ↓
[LanceDB auto-recall] → injects relevant conversation memories
     ↓
Agent responds (using all 3 systems)
     ↓
[LanceDB auto-capture] → stores preferences/decisions automatically
     ↓
[Git-Notes] → structured decisions with entity extraction
     ↓
[File updates] → persistent workspace docs

The Three Systems

1. LanceDB (Conversation Memory)

  • Auto-recall: Relevant memories injected before each response
  • Auto-capture: Preferences/decisions/facts stored automatically
  • Tools: memory_recall, memory_store, memory_forget
  • Triggers: "remember", "prefer", "my X is", "I like/hate/want"

2. Git-Notes Memory (Structured, Local)

  • Branch-aware: Memories isolated per git branch
  • Entity extraction: Auto-extracts topics, names, concepts
  • Importance levels: critical, high, normal, low
  • No external API calls

3. File Search (Workspace)

  • Searches: MEMORY.md, memory/*.md, any workspace file
  • Script: scripts/file-search.sh

Setup

Enable LanceDB Plugin

{
  "plugins": {
    "slots": { "memory": "memory-lancedb" },
    "entries": {
      "memory-lancedb": {
        "enabled": true,
        "config": {
          "embedding": { "apiKey": "${OPENAI_API_KEY}", "model": "text-embedding-3-small" },
          "autoRecall": true,
          "autoCapture": true
        }
      }
    }
  }
}

Install Git-Notes Memory

clawdhub install git-notes-memory

Create File Search Script

Copy scripts/file-search.sh to your workspace.

Usage

Session Start (Always)

python3 skills/git-notes-memory/memory.py -p $WORKSPACE sync --start

Store Important Decisions

python3 skills/git-notes-memory/memory.py -p $WORKSPACE remember \
  '{"decision": "Use PostgreSQL", "reason": "Team expertise"}' \
  -t architecture,database -i h

Search Workspace Files

./scripts/file-search.sh "database config" 5

Conversation Memory (Automatic)

LanceDB handles this automatically. Manual tools:
- memory_recall "query" - search conversation memory
- memory_store "text" - manually store something
- memory_forget - delete memories (GDPR)

Importance Levels

Flag Level When to Use
-i c Critical "always remember", explicit preferences
-i h High Decisions, corrections, preferences
-i n Normal General information
-i l Low Temporary notes

When to Use Each System

System Use For
LanceDB Conversation context, auto-retrieval
Git-Notes Structured decisions, searchable by entity/tag
File Search Workspace docs, daily logs, MEMORY.md

File Structure

workspace/
├── MEMORY.md              # Long-term curated memory
├── memory/
│   ├── active-context.md  # Current session state
│   └── YYYY-MM-DD.md      # Daily logs
├── scripts/
│   └── file-search.sh     # Workspace search
└── skills/
    └── git-notes-memory/  # Structured memory

Silent Operation

Never announce memory operations to users. Just do it:
- ❌ "I'll remember this"
- ❌ "Saving to memory"
- ✅ (silently store and continue)

# Supported AI Coding Agents

This skill is compatible with the SKILL.md standard and works with all major AI coding agents:

Learn more about the SKILL.md standard and how to use these skills with your preferred AI coding agent.